Characteristics, cost/effect consideration of clinical examinations, and construction of machine learning models of restrictive cardiomyopathy: insights from Peking Union Medical College Hospital

This study established an interpretable ML model based on the RF algorithm and accurately distinguished amyloidosis among RCM patients. By guiding more targeted use of amyloidosis-specific testing, the model offers a potential cost-saving strategy while improving diagnostic efficiency. These findings support the clinical integration of ML-based tools to streamline decision-making and optimize the allocation of healthcare resources.

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Publication Details

Journal
International Journal of Surgery
Published
2025-11-05
DOI
https://doi.org/10.1097/js9.0000000000003745
Primary Topic
Amyloidosis: Diagnosis, Treatment, Outcomes
Type
article
Field-Weighted Citation Impact
0.00
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article

Characteristics, cost/effect consideration of clinical examinations, and construction of machine learning models of restrictive cardiomyopathy: insights from Peking Union Medical College Hospital

An-Tian Chen, Ligang Fang, Xue Lin, Wei Chen
International Journal of Surgery
Amyloidosis: Diagnosis, Treatment, Outcomes
article

Characteristics, cost/effect consideration of clinical examinations, and construction of machine learning models of restrictive cardiomyopathy: insights from Peking Union Medical College Hospital

An-Tian Chen, Ligang Fang, Xue Lin, Wei Chen
article en

Abstract

This study established an interpretable ML model based on the RF algorithm and accurately distinguished amyloidosis among RCM patients. By guiding more targeted use of amyloidosis-specific testing, the model offers a potential cost-saving strategy while improving diagnostic efficiency. These findings support the clinical integration of ML-based tools to streamline decision-making and optimize the allocation of healthcare resources.

International Journal of SurgeryVol. 111(12)
Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Peking Union Medical College Hospital (CN)
Openalex Percentile: Top 71%
Amyloidosis: Diagnosis, Treatment, Outcomes
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Characteristics, cost/effect consideration of clinical examinations, and construction of machine learning models of restrictive cardiomyopathy: insights from Peking Union Medical College Hospital — An-Tian Chen, Ligang Fang, et al. · International Journal of Surgery (2025) | TGRS Research Map | TGRS